Paper Citation Record · LEDGER

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use

As of 19 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2505.21578.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.21578 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:21.783339Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:18.926273Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T13:49:22.026276Z

Reference resolution

23 of 23 outbound references displayed

verified exact1
verified fuzzy11
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86228da0-13b9-456f-bba9-b3845192c19b · outbound

This paper cites open-source.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use open-source

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:24.394179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2232aa19-443b-418f-9e68-3cfda600b704 · outbound

This paper cites Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:49:22.160440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3cb75ae8-7806-45ed-8591-b197b1d11987 · outbound

This paper cites dev-other.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use dev-other

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:23.889982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2f61fc9c-bdac-46c9-bef6-fb1aa54c9974 · outbound

This paper cites an unresolved cited work.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Unresolved cited work

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T13:49:23.743847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6921c4be-1ce9-4e8e-8e98-955461dd57aa · outbound

This paper cites The dataset is easy to reproduce thanks to the SpeechBrain re- leased source code and can be loaded in a single line of code.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use The dataset is easy to reproduce thanks to the SpeechBrain re- leased source code and can be loaded in a single line of code

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:23.596584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7bb05ae4-89c5-4403-a3fd-02391cb282d9 · outbound

This paper cites Mosel: 950,000 hours of speech data for open-source speech foundation model train- ing on eu languages,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Mosel: 950,000 hours of speech data for open-source speech foundation model train- ing on eu languages,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:22.936707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c5899e0-7220-43a1-9edb-d87e6474afe9 · outbound

This paper cites The design for the wall street journal- based csr corpus,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use The design for the wall street journal- based csr corpus,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:23.282469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21e858af-ea56-477b-b161-b649dc65e523 · outbound

This paper cites Darpa timit acoustic-phonetic continous speech corpus cd-rom. nist speech disc 1-1.1,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Darpa timit acoustic-phonetic continous speech corpus cd-rom. nist speech disc 1-1.1,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:23.109696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2833979d-5341-4859-b931-91574bd846d9 · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Lib- rispeech: an asr corpus based on public domain audio books,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:19.722000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3b28d05-9402-41ee-a114-f234b230419b · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Robust speech recognition via large-scale weak supervision,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:19.868605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e30a3f-6914-4aef-b1de-f9656e08d8ce · outbound

This paper cites Conformer-1: Robust ASR via Large-Scale Semisupervised Bootstrapping.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Conformer-1: Robust ASR via Large-Scale Semisupervised Bootstrapping

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:20.016438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48f8d9f6-776d-4b89-85bd-820eb4c85620 · outbound

This paper cites GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:21.093321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f76e27-7e8b-4b08-bc88-fe1b898c0c92 · outbound

This paper cites Yodas: Youtube-oriented dataset for audio and speech,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Yodas: Youtube-oriented dataset for audio and speech,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:20.351770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10eea87-3652-4171-bb8e-2ae55c4a4af5 · outbound

This paper cites Libriheavy: a 50,000 hours asr corpus with punc- tuation casing and context,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Libriheavy: a 50,000 hours asr corpus with punc- tuation casing and context,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:22.780955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 287cf320-8e23-46a3-8c7c-cad2c419ef2f · outbound

This paper cites People’s Speech [9] and YODAS [7] are the most recent attempts at overcoming the read versus spontaneous speech issue at large scale.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use People’s Speech [9] and YODAS [7] are the most recent attempts at overcoming the read versus spontaneous speech issue at large scale

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:24.045529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d94107cd-9278-4f9c-abfd-72870ccb72d7 · outbound

This paper cites The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:20.652179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3ba030-0bf9-4472-86b6-df1c827b9927 · outbound

This paper cites SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:20.806789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4794e4e2-7e1b-4afe-96ca-bf96996520d8 · outbound

This paper cites Reproducing whisper-style training using an open-source toolkit and publicly available data,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Reproducing whisper-style training using an open-source toolkit and publicly available data,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:20.960789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dc565a7-c1be-46a6-9342-50d71a9f83fe · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Common Voice: A Massively-Multilingual Speech Corpus

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:21.198546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39e6ca45-5e08-4ef6-acb3-1f1219484f0a · outbound

This paper cites Open-source conversational ai with speechbrain 1.0,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Open-source conversational ai with speechbrain 1.0,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:22.623249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80bb602e-4d01-4b5d-82c3-8a56169d6738 · outbound

This paper cites MLS: A Large-Scale Multilingual Dataset for Speech Research.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use MLS: A Large-Scale Multilingual Dataset for Speech Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:21.471158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44b33b1d-a72a-4c23-94b9-0f3acd44b9ea · outbound

This paper cites V oxpopuli: A large-scale multilingual speech corpus for representation learn- ing, semi-supervised learning and interpretation,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use V oxpopuli: A large-scale multilingual speech corpus for representation learn- ing, semi-supervised learning and interpretation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:22.464684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a99041cf-c46f-4689-bd42-82de3fd80fbb · outbound

This paper cites Joint ctc-attention based end-to-end speech recognition using multi-task learning,.

Loquacious Set: 25,000 Hours of Transcribed and Diverse English Speech Recognition Data for Research and Commercial Use Joint ctc-attention based end-to-end speech recognition using multi-task learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:49:22.319240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 2232aa19-443b-418f-9e68-3cfda600b704 · inbound